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Record W4413972253 · doi:10.1016/j.bodyim.2025.101953

Exploring muscularity concerns and behaviours among boys and men with probable eating disorders

2025· article· en· W4413972253 on OpenAlexaffabout
Kyle T. Ganson, Rachel F. Rodgers, Alexander Testa, Stuart B. Murray, Jason M. Nagata

Bibliographic record

VenueBody Image · 2025
Typearticle
Languageen
FieldPsychology
TopicEating Disorders and Behaviors
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsPsychologyEating disordersDevelopmental psychologyClinical psychology

Abstract

fetched live from OpenAlex

The muscular body ideal and muscularity concerns and behaviors have been posited to be major drivers of eating disorder psychopathology among boys and men. However, there is limited evidence of this, particularly among large, international samples. This study aimed to compare muscularity concerns and behaviors across probable eating disorder diagnoses among a non-clinical sample of boys and men from Canada and the United States. Data from the Study of Boys and Men (N = 937) were analyzed. One-way ANOVAs and post-hoc Tukey's honestly significant difference tests were used to determine differences in mean scores on two commonly used measures of muscularity concerns and behaviors. Participants with probable anorexia nervosa/atypical anorexia nervosa and probable bulimia nervosa had significantly greater muscularity concerns and behaviors compared to those with neither condition. However, muscularity concerns and behaviors were similar across these two disorders. Participants with probable binge-eating disorder had significantly lower muscularity concerns and behaviors compared to those with probable anorexia nervosa/atypical anorexia nervosa and probable bulimia nervosa. Findings underscore the relevance of muscularity concerns and behaviors among boys and men with eating disorders, particularly anorexia nervosa/atypical anorexia nervosa and bulimia nervosa. Future iterations of the diagnostic criterion for these disorders should consider adding a focus on muscularity concerns and behaviors to account for the experiences of boys and men.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.035
Threshold uncertainty score0.605

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.033
GPT teacher head0.304
Teacher spread0.271 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations2
Published2025
Admission routes2
Has abstractyes

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